He found the grade scrawled in red pen across the top of his calculus exam. A 'D'. Daniel’s vision blurred momentarily. His palms started to sweat. He reread the grade, as if the words might magically change. He gripped the desk so hard his knuckles turned white. This was a joke, a cosmic prank.

He scanned the problems, each correct answer now taunting him with its proximity to his failings. He could feel a pressure building in his chest, making it hard to breathe. He needed to talk to someone, to have this rectified. He rose, his legs feeling shaky.

He pushed his way through the crowded hallway, not noticing the other students. The knot in his stomach tightened with each step he took toward the professor's office. He was seething; the entire universe suddenly felt hostile.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256